Abstract
In this paper, we present switched analog circuit (SAC), a new circuit architecture, to implement an energy-efficient mixed-signal dot product (DP) kernel for machine learning and signal processing applications. SAC operates by fast switching the analog inputs to output via variable width digital pulses. The output accuracy and energy consumption of SAC is analyzed and verified for an average and Gaussian blur filter. Simulations in a commercial 130 nm process for a 120 X 120 image show energy savings of 19X-to-32X compared to a digital implementation for signal-to-noise ratios (SNRs) of 30 dB-to-24 dB, respectively.
Original language | English (US) |
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Title of host publication | ISLPED 2014 - Proceedings of the 2014 International Symposium on Low Power Electronics and Design |
Publisher | Institute of Electrical and Electronics Engineers Inc. |
Pages | 315-318 |
Number of pages | 4 |
ISBN (Print) | 9781450329750 |
DOIs | |
State | Published - 2014 |
Event | 2014 ACM/IEEE International Symposium on Low Power Electronics and Design, ISLPED 2014 - San Diego, CA, United States Duration: Aug 11 2014 → Aug 13 2014 |
Publication series
Name | Proceedings of the International Symposium on Low Power Electronics and Design |
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ISSN (Print) | 1533-4678 |
Other
Other | 2014 ACM/IEEE International Symposium on Low Power Electronics and Design, ISLPED 2014 |
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Country/Territory | United States |
City | San Diego, CA |
Period | 8/11/14 → 8/13/14 |
Keywords
- Dot product
- Low-power
- Mixedsignal
- Switched analog circuit
ASJC Scopus subject areas
- Engineering(all)